{"id":"W3097677445","doi":"10.3390/microorganisms8111747","title":"Microbial Species–Area Relationships in Antarctic Cryoconite Holes Depend on Productivity","year":2020,"lang":"en","type":"article","venue":"Microorganisms","topic":"Polar Research and Ecology","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Colorado Boulder; National Science Foundation","keywords":"Productivity; Ecology; Earth science; Geography; Environmental science; Geology; Biology; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002683334,0.0002099856,0.000252092,0.0009192695,0.0003172005,0.0005668079,0.0002393934,0.0002604868,0.000861407],"category_scores_gemma":[0.001063277,0.0001794727,0.0002360352,0.0006103529,0.0006636385,0.0004491468,0.0006217068,0.0001917704,0.00009849777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004644332,"about_ca_system_score_gemma":0.0001808288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01120668,"about_ca_topic_score_gemma":0.02381665,"domain_scores_codex":[0.9998279,0.00003769201,0.0000107514,0.00006129464,0.00002133654,0.00004101273],"domain_scores_gemma":[0.9991485,0.0002449407,0.0002818935,0.00009108217,0.00009279821,0.0001407092],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003312206,0.00002240024,0.9537585,0.00003605085,0.00009197685,0.00008631069,0.0006675393,0.0007090374,0.04046772,0.0001203348,0.00005489267,0.003654041],"study_design_scores_gemma":[9.94077e-7,0.00001587779,0.9991861,0.000001337124,0.000005956368,0.00002162247,0.0001555081,0.000267951,0.0002711889,0.00003045747,0.0000410748,0.000001887078],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997793,0.00003202017,0.00004216891,0.000003158358,3.409885e-7,8.196014e-7,0.00004688038,0.000001532387,0.00009380856],"genre_scores_gemma":[0.9997798,0.00001841274,0.00007191692,0.000005470005,7.572144e-7,0.00000235788,0.00006992644,0.000002026979,0.00004941071],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01120668,"threshold_uncertainty_score":0.0222829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0413684039619557,"score_gpt":0.2252790735488379,"score_spread":0.1839106695868822,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}